MarketBasketAnalysis 1.0.0-alpha.1

This is a prerelease version of MarketBasketAnalysis.

dotnet add package MarketBasketAnalysis --version 1.0.0-alpha.1

NuGet\Install-Package MarketBasketAnalysis -Version 1.0.0-alpha.1

This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package.

<PackageReference Include="MarketBasketAnalysis" Version="1.0.0-alpha.1" />

For projects that support PackageReference, copy this XML node into the project file to reference the package.

<PackageVersion Include="MarketBasketAnalysis" Version="1.0.0-alpha.1" />
                    

                            Directory.Packages.props

<PackageReference Include="MarketBasketAnalysis" />
                    

                            Project file

For projects that support Central Package Management (CPM), copy this XML node into the solution Directory.Packages.props file to version the package.

paket add MarketBasketAnalysis --version 1.0.0-alpha.1

The NuGet Team does not provide support for this client. Please contact its maintainers for support.

#r "nuget: MarketBasketAnalysis, 1.0.0-alpha.1"

#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package.

#:package MarketBasketAnalysis@1.0.0-alpha.1

#:package directive can be used in C# file-based apps starting in .NET 10 preview 4. Copy this into a .cs file before any lines of code to reference the package.

#addin nuget:?package=MarketBasketAnalysis&version=1.0.0-alpha.1&prerelease
                    

                            Install as a Cake Addin

#tool nuget:?package=MarketBasketAnalysis&version=1.0.0-alpha.1&prerelease
                    

                            Install as a Cake Tool

The NuGet Team does not provide support for this client. Please contact its maintainers for support.

Market Basket Analysis

Library for discovering and analyzing association rules from transactional data

Features

Association Rule Mining: discover rules based on user-defined support and confidence thresholds
Rule Quality Metrics: support, confidence, lift, conviction, Yule's Q coefficient, φ (phi) correlation coefficient, χ² (chi-squared) test statistic
Pattern-Based Item Exclusion: dynamically exclude specific items from the mining process using item exlusion rules
Generalized Rule Mining: lift rules to higher abstraction levels using item conversion rules
Graph Analysis: detect maximal cliques of user-specified size in the association rule graph
Rule Set Operations: compute intersection and difference between two rule sets

Prerequisites

.NET Standard 2.0

Installation

Package Manager

Install-Package MarketBasketAnalysis

.NET CLI

dotnet add package MarketBasketAnalysis

Quick Start

using MarketBasketAnalysis;
using MarketBasketAnalysis.Mining;

var beef = new Item(1, "Beef", false);
var chicken = new Item(2, "Chicken", false);
var milk = new Item(3, "Milk", false);
var cheese = new Item(4, "Cheese", false);
var boots = new Item(5, "Boots", false);
var clothes = new Item(6, "Clothes", false);

var miner = new Miner();

var associationRules = miner.Mine(
    transactions:
    [
        [beef, chicken, milk],
        [beef, cheese],
        [cheese, boots],
        [boots, chicken, cheese],
        [beef, chicken, clothes, cheese, milk],
        [clothes, chicken, milk],
        [chicken, milk, clothes],
    ],
    parameters: new(minSupport: 0.4, minConfidence: 0.5));

// Found association rules:
// Milk -> Chicken
// Chicken -> Milk
// Clothes -> Chicken
// Chicken -> Clothes
// Clothes -> Milk
// Milk -> Clothes

Documentation

Namespace	URL
MarketBasketAnalysis	https://github.com/KRONMAG/MarketBasketAnalysis/blob/main/docs/MarketBasketAnalysis.md
MarketBasketAnalysis.Mining	https://github.com/KRONMAG/MarketBasketAnalysis/blob/main/docs/MarketBasketAnalysis.Mining.md
MarketBasketAnalysis.Analysis	https://github.com/KRONMAG/MarketBasketAnalysis/blob/main/docs/MarketBasketAnalysis.Analysis.md

License

MIT License - See LICENSE

Product	Compatible and additional computed target framework versions.
.NET	net5.0 was computed. net5.0-windows was computed. net6.0 was computed. net6.0-android was computed. net6.0-ios was computed. net6.0-maccatalyst was computed. net6.0-macos was computed. net6.0-tvos was computed. net6.0-windows was computed. net7.0 was computed. net7.0-android was computed. net7.0-ios was computed. net7.0-maccatalyst was computed. net7.0-macos was computed. net7.0-tvos was computed. net7.0-windows was computed. net8.0 was computed. net8.0-android was computed. net8.0-browser was computed. net8.0-ios was computed. net8.0-maccatalyst was computed. net8.0-macos was computed. net8.0-tvos was computed. net8.0-windows was computed. net9.0 was computed. net9.0-android was computed. net9.0-browser was computed. net9.0-ios was computed. net9.0-maccatalyst was computed. net9.0-macos was computed. net9.0-tvos was computed. net9.0-windows was computed. net10.0 was computed. net10.0-android was computed. net10.0-browser was computed. net10.0-ios was computed. net10.0-maccatalyst was computed. net10.0-macos was computed. net10.0-tvos was computed. net10.0-windows was computed.
.NET Core	netcoreapp2.0 was computed. netcoreapp2.1 was computed. netcoreapp2.2 was computed. netcoreapp3.0 was computed. netcoreapp3.1 was computed.
.NET Standard	netstandard2.0 is compatible. netstandard2.1 was computed.
.NET Framework	net461 was computed. net462 was computed. net463 was computed. net47 was computed. net471 was computed. net472 was computed. net48 was computed. net481 was computed.
MonoAndroid	monoandroid was computed.
MonoMac	monomac was computed.
MonoTouch	monotouch was computed.
Tizen	tizen40 was computed. tizen60 was computed.
Xamarin.iOS	xamarinios was computed.
Xamarin.Mac	xamarinmac was computed.
Xamarin.TVOS	xamarintvos was computed.
Xamarin.WatchOS	xamarinwatchos was computed.

Compatible target framework(s)

Included target framework(s) (in package)

Learn more about Target Frameworks and .NET Standard.

.NETStandard 2.0
- Microsoft.Extensions.ObjectPool (>= 9.0.6)

NuGet packages

This package is not used by any NuGet packages.

GitHub repositories

This package is not used by any popular GitHub repositories.

Version	Downloads	Last Updated
1.0.0-alpha.1	125	7/6/2025